Day 9 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295747
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 9 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 8 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 9 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -102.280061)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32165 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:39:46.116746
Analysis finished	2022-12-20 08:41:36.957364
Duration	1 minute and 50.84 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295747
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45457.968

Minimum	0
Maximum	90909.582
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4558.0795
Q1	22747.061
median	45445.015
Q3	68189.563
95-th percentile	86360.519
Maximum	90909.582
Range	90909.582
Interquartile range (IQR)	45442.501

Descriptive statistics

Standard deviation	26237.076
Coefficient of variation (CV)	0.57717221
Kurtosis	-1.1997829
Mean	45457.968
Median Absolute Deviation (MAD)	22721.288
Skewness	0.00024854152
Sum	1.3444058 × 10¹⁰
Variance	6.8838415 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60634.305	1	< 0.1%
60605.885	1	< 0.1%
60605.575	1	< 0.1%
60605.267	1	< 0.1%
60604.958	1	< 0.1%
60604.649	1	< 0.1%
60604.339	1	< 0.1%
60604.03	1	< 0.1%
60603.722	1	< 0.1%
Other values (295737)	295737	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.308	1	< 0.1%
0.617	1	< 0.1%
0.925	1	< 0.1%
1.235	1	< 0.1%
1.542	1	< 0.1%
1.852	1	< 0.1%
2.161	1	< 0.1%
2.471	1	< 0.1%
2.781	1	< 0.1%

Value	Count	Frequency (%)
90909.582	1	< 0.1%
90909.273	1	< 0.1%
90908.965	1	< 0.1%
90908.655	1	< 0.1%
90908.346	1	< 0.1%
90908.039	1	< 0.1%
90907.73	1	< 0.1%
90907.422	1	< 0.1%
90907.112	1	< 0.1%
90906.805	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	301
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9010757

Minimum	0
Maximum	20
Zeros	32165
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4266404
Coefficient of variation (CV)	0.64908507
Kurtosis	-1.232982
Mean	9.9010757
Median Absolute Deviation (MAD)	6.67
Skewness	0.0088063379
Sum	2928213.4
Variance	41.301707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32165	10.9%
13.33	29311	9.9%
4.44	29270	9.9%
11.11	29269	9.9%
17.78	29262	9.9%
8.89	29248	9.9%
2.22	29238	9.9%
20	29234	9.9%
6.67	29231	9.9%
15.56	29225	9.9%
Other values (291)	294	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32165	10.9%
0.0778	1	< 0.1%
0.0932	1	< 0.1%
0.12	1	< 0.1%
0.3645	1	< 0.1%
0.373	1	< 0.1%
0.4534	1	< 0.1%
0.4669	1	< 0.1%
0.4973	1	< 0.1%
0.4999	1	< 0.1%

Value	Count	Frequency (%)
20	29234	9.9%
19.6492	1	< 0.1%
19.5799	1	< 0.1%
19.4406	1	< 0.1%
19.3873	1	< 0.1%
19.2	1	< 0.1%
19.1335	1	< 0.1%
18.8354	1	< 0.1%
18.7546	1	< 0.1%
18.68	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	22121
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.840798

Minimum	16.37
Maximum	71.84
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.37
5-th percentile	22.72778
Q1	35.52
median	46.02
Q3	54.26
95-th percentile	64.09
Maximum	71.84
Range	55.47
Interquartile range (IQR)	18.74

Descriptive statistics

Standard deviation	12.309527
Coefficient of variation (CV)	0.27451624
Kurtosis	-0.73732151
Mean	44.840798
Median Absolute Deviation (MAD)	9.24
Skewness	-0.15049323
Sum	13261532
Variance	151.52446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.91	4281	1.4%
37.11	2862	1.0%
30.68	2266	0.8%
29.65	2253	0.8%
36.04	1982	0.7%
32.83	1830	0.6%
37.15	1731	0.6%
51.24	1730	0.6%
47.62	1656	0.6%
47.64	1633	0.6%
Other values (22111)	273523	92.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.37	884	0.3%
16.3702	1	< 0.1%
16.3705	2	< 0.1%
16.3709	1	< 0.1%
16.3711	1	< 0.1%
16.3716	1	< 0.1%
16.3829	1	< 0.1%
16.4298	1	< 0.1%
16.5062	1	< 0.1%
16.5555	1	< 0.1%

Value	Count	Frequency (%)
71.84	144	< 0.1%
71.8399	2	< 0.1%
71.8398	1	< 0.1%
71.8396	1	< 0.1%
71.8395	1	< 0.1%
71.8394	1	< 0.1%
71.8393	1	< 0.1%
71.8392	1	< 0.1%
71.839	1	< 0.1%
71.8362	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	6372
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.816283

Minimum	25.14
Maximum	26.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	25.14
5-th percentile	25.46
Q1	25.58
median	25.82
Q3	26.1
95-th percentile	26.22
Maximum	26.3
Range	1.16
Interquartile range (IQR)	0.52

Descriptive statistics

Standard deviation	0.28044331
Coefficient of variation (CV)	0.01086304
Kurtosis	-1.189056
Mean	25.816283
Median Absolute Deviation (MAD)	0.24
Skewness	-0.0014188631
Sum	7635088.2
Variance	0.07864845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.5	29462	10.0%
25.58	21662	7.3%
26.18	19560	6.6%
26.22	19498	6.6%
26.06	17943	6.1%
25.82	17068	5.8%
26.14	15877	5.4%
25.62	15814	5.3%
25.66	14688	5.0%
25.86	13104	4.4%
Other values (6362)	111071	37.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.14	889	0.3%
25.1401	50	< 0.1%
25.1402	6	< 0.1%
25.1409	1	< 0.1%
25.141	1	< 0.1%
25.1411	1	< 0.1%
25.1414	1	< 0.1%
25.1418	3	< 0.1%
25.1423	2	< 0.1%
25.1427	1	< 0.1%

Value	Count	Frequency (%)
26.3	226	0.1%
26.2999	2	< 0.1%
26.2987	1	< 0.1%
26.2972	2	< 0.1%
26.297	2	< 0.1%
26.2958	1	< 0.1%
26.2956	1	< 0.1%
26.2951	1	< 0.1%
26.2948	2	< 0.1%
26.2945	3	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11422
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.9441

Minimum	0
Maximum	271.5177
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7537
Q1	239.8959
median	239.9716
Q3	240.0448
95-th percentile	240.1809
Maximum	271.5177
Range	271.5177
Interquartile range (IQR)	0.1489

Descriptive statistics

Standard deviation	1.8815109
Coefficient of variation (CV)	0.0078414549
Kurtosis	12080.021
Mean	239.9441
Median Absolute Deviation (MAD)	0.0744
Skewness	-102.28006
Sum	70962748
Variance	3.5400831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.9601	145	< 0.1%
239.993	145	< 0.1%
239.9725	139	< 0.1%
239.9891	137	< 0.1%
239.964	136	< 0.1%
239.971	135	< 0.1%
239.9713	134	< 0.1%
239.9664	134	< 0.1%
239.985	133	< 0.1%
239.9625	133	< 0.1%
Other values (11412)	294376	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
0.1077	1	< 0.1%
0.4031	1	< 0.1%
0.7013	1	< 0.1%
10.0643	1	< 0.1%
24.0524	1	< 0.1%
54.1133	1	< 0.1%
84.3198	1	< 0.1%
96.2955	1	< 0.1%
105.9781	1	< 0.1%

Value	Count	Frequency (%)
271.5177	1	< 0.1%
264.9491	1	< 0.1%
263.5318	1	< 0.1%
261.1356	1	< 0.1%
257.6915	1	< 0.1%
257.1371	1	< 0.1%
256.8458	1	< 0.1%
256.5268	1	< 0.1%
256.1471	1	< 0.1%
255.9373	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1731
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35492141

Minimum	0.198
Maximum	0.8999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.198
5-th percentile	0.1991
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.8983
Maximum	0.8999
Range	0.7019
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.28839291
Coefficient of variation (CV)	0.81255429
Kurtosis	-0.20646774
Mean	0.35492141
Median Absolute Deviation (MAD)	0.0002
Skewness	1.3368572
Sum	104966.94
Variance	0.083170473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	136148	46.0%
0.898	27959	9.5%
0.199	9971	3.4%
0.1995	5560	1.9%
0.1997	5547	1.9%
0.1994	5535	1.9%
0.1999	5513	1.9%
0.1992	5495	1.9%
0.1996	5493	1.9%
0.1993	5483	1.9%
Other values (1721)	83043	28.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.198	2	< 0.1%
0.1981	3	< 0.1%
0.1982	3	< 0.1%
0.1983	3	< 0.1%
0.1984	1	< 0.1%
0.1985	2	< 0.1%
0.1986	3	< 0.1%
0.1987	1	< 0.1%
0.1988	2	< 0.1%
0.1989	3	< 0.1%

Value	Count	Frequency (%)
0.8999	9	< 0.1%
0.8998	4	< 0.1%
0.8997	4	< 0.1%
0.8996	3	< 0.1%
0.8995	3	< 0.1%
0.8994	7	< 0.1%
0.8993	4	< 0.1%
0.8992	5	< 0.1%
0.8991	5	< 0.1%
0.899	4890	1.7%

R1 (MOhm)
Real number (ℝ)

Distinct	8515
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.184218

Minimum	0.0327
Maximum	117.8584
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0327
5-th percentile	0.079
Q1	0.4381
median	2.294
Q3	31.0916
95-th percentile	71.3877
Maximum	117.8584
Range	117.8257
Interquartile range (IQR)	30.6535

Descriptive statistics

Standard deviation	24.444432
Coefficient of variation (CV)	1.4224932
Kurtosis	0.70362257
Mean	17.184218
Median Absolute Deviation (MAD)	2.2123
Skewness	1.3682745
Sum	5082180.8
Variance	597.53027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72.5638	787	0.3%
75.0345	765	0.3%
73.7788	761	0.3%
71.9176	740	0.3%
76.3332	737	0.2%
74.3444	732	0.2%
75.6194	713	0.2%
73.1111	712	0.2%
70.2486	675	0.2%
71.3877	675	0.2%
Other values (8505)	288450	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0327	1	< 0.1%
0.0334	1	< 0.1%
0.0335	2	< 0.1%
0.0336	1	< 0.1%
0.0344	1	< 0.1%
0.0345	1	< 0.1%
0.0347	2	< 0.1%
0.0348	1	< 0.1%
0.0349	1	< 0.1%
0.0351	1	< 0.1%

Value	Count	Frequency (%)
117.8584	2	< 0.1%
116.4568	2	< 0.1%
114.818	8	< 0.1%
113.4868	8	< 0.1%
111.9292	11	< 0.1%
110.6632	27	< 0.1%
109.181	26	< 0.1%
107.9756	37	< 0.1%
106.5634	46	< 0.1%
105.4143	52	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8213
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.152156

Minimum	0.0571
Maximum	144.618
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0571
5-th percentile	0.1407
Q1	0.5084
median	1.684
Q3	35.1959
95-th percentile	79.7171
Maximum	144.618
Range	144.5609
Interquartile range (IQR)	34.6875

Descriptive statistics

Standard deviation	28.050854
Coefficient of variation (CV)	1.4646316
Kurtosis	0.19446983
Mean	19.152156
Median Absolute Deviation (MAD)	1.5418
Skewness	1.2843257
Sum	5664192.8
Variance	786.85043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81.1822	1178	0.4%
82.7015	1168	0.4%
82.004	1152	0.4%
80.5097	1115	0.4%
79.7171	1090	0.4%
83.5541	1078	0.4%
78.3034	1058	0.4%
77.677	1040	0.4%
79.0683	1023	0.3%
76.3332	972	0.3%
Other values (8203)	284873	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0571	1	< 0.1%
0.0575	1	< 0.1%
0.0582	1	< 0.1%
0.0594	1	< 0.1%
0.0595	1	< 0.1%
0.0602	2	< 0.1%
0.0606	1	< 0.1%
0.0607	2	< 0.1%
0.0608	1	< 0.1%
0.0612	3	< 0.1%

Value	Count	Frequency (%)
144.618	1	< 0.1%
121.0628	2	< 0.1%
119.5851	2	< 0.1%
117.8584	2	< 0.1%
116.4568	2	< 0.1%
114.818	4	< 0.1%
113.4868	7	< 0.1%
111.9292	16	< 0.1%
110.6632	28	< 0.1%
109.181	25	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8226
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.683613

Minimum	0.0547
Maximum	222.9919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0547
5-th percentile	0.1121
Q1	0.6236
median	5.2703
Q3	48.4112
95-th percentile	83.0507
Maximum	222.9919
Range	222.9372
Interquartile range (IQR)	47.7876

Descriptive statistics

Standard deviation	29.468287
Coefficient of variation (CV)	1.244248
Kurtosis	-0.48673673
Mean	23.683613
Median Absolute Deviation (MAD)	5.1562
Skewness	0.96914527
Sum	7004357.4
Variance	868.37995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.7703	1188	0.4%
85.3974	1183	0.4%
82.2033	1170	0.4%
84.6501	1151	0.4%
86.3116	1134	0.4%
83.0507	1118	0.4%
80.6932	1104	0.4%
81.51	1080	0.4%
87.0883	1050	0.4%
88.0388	1035	0.3%
Other values (8216)	284534	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0547	1	< 0.1%
0.0564	1	< 0.1%
0.0568	1	< 0.1%
0.0576	1	< 0.1%
0.0578	1	< 0.1%
0.0579	2	< 0.1%
0.0584	1	< 0.1%
0.0585	1	< 0.1%
0.0586	1	< 0.1%
0.0589	1	< 0.1%

Value	Count	Frequency (%)
222.9919	1	< 0.1%
198.6068	1	< 0.1%
190.1297	1	< 0.1%
156.6533	2	< 0.1%
146.3314	1	< 0.1%
131.01	1	< 0.1%
129.2732	1	< 0.1%
123.6951	1	< 0.1%
114.1263	2	< 0.1%
112.8031	9	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7590
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.898428

Minimum	0.0398
Maximum	90.6217
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0398
5-th percentile	0.102
Q1	2.2243
median	23.8181
Q3	36.8645
95-th percentile	54.0817
Maximum	90.6217
Range	90.5819
Interquartile range (IQR)	34.6402

Descriptive statistics

Standard deviation	18.614631
Coefficient of variation (CV)	0.81292179
Kurtosis	-0.90366848
Mean	22.898428
Median Absolute Deviation (MAD)	16.3449
Skewness	0.2951025
Sum	6772141.4
Variance	346.50449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.257	1117	0.4%
36.8645	1110	0.4%
36.3021	1108	0.4%
36.4987	1085	0.4%
37.0331	1076	0.4%
36.1399	1070	0.4%
34.7712	1069	0.4%
34.2691	1066	0.4%
34.9216	1063	0.4%
35.7879	1060	0.4%
Other values (7580)	284923	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0398	1	< 0.1%
0.04	1	< 0.1%
0.0401	2	< 0.1%
0.0409	1	< 0.1%
0.041	1	< 0.1%
0.0411	2	< 0.1%
0.0413	1	< 0.1%
0.0417	2	< 0.1%
0.0418	1	< 0.1%
0.0419	2	< 0.1%

Value	Count	Frequency (%)
90.6217	1	< 0.1%
88.499	1	< 0.1%
85.5816	2	< 0.1%
84.5361	3	< 0.1%
83.6839	2	< 0.1%
82.6836	7	< 0.1%
81.8678	17	< 0.1%
80.9098	24	< 0.1%
80.1281	28	< 0.1%
79.2097	46	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7826
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.552124

Minimum	0.0491
Maximum	159.8474
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0491
5-th percentile	0.1154
Q1	2.00325
median	36.0127
Q3	54.3512
95-th percentile	81.8393
Maximum	159.8474
Range	159.7983
Interquartile range (IQR)	52.34795

Descriptive statistics

Standard deviation	28.164234
Coefficient of variation (CV)	0.83941732
Kurtosis	-1.0287337
Mean	33.552124
Median Absolute Deviation (MAD)	25.9941
Skewness	0.2909278
Sum	9922940.1
Variance	793.22408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.7203	1424	0.5%
50.8849	1420	0.5%
50.562	1403	0.5%
49.4117	1387	0.5%
52.3895	1365	0.5%
51.1571	1357	0.5%
53.0277	1357	0.5%
54.0448	1344	0.5%
52.1043	1343	0.5%
49.9804	1339	0.5%
Other values (7816)	282008	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0491	2	< 0.1%
0.0494	1	< 0.1%
0.0497	1	< 0.1%
0.0503	2	< 0.1%
0.0505	2	< 0.1%
0.0506	1	< 0.1%
0.0508	1	< 0.1%
0.0511	2	< 0.1%
0.0513	1	< 0.1%
0.0514	1	< 0.1%

Value	Count	Frequency (%)
159.8474	1	< 0.1%
135.5445	1	< 0.1%
127.7625	1	< 0.1%
126.116	1	< 0.1%
124.1949	6	< 0.1%
122.6378	8	< 0.1%
120.8197	7	< 0.1%
119.345	11	< 0.1%
117.6218	20	< 0.1%
116.223	21	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7817
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.296268

Minimum	0.0483
Maximum	138.2019
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0483
5-th percentile	0.1243
Q1	1.6929
median	26.1194
Q3	51.7707
95-th percentile	80.6531
Maximum	138.2019
Range	138.1536
Interquartile range (IQR)	50.0778

Descriptive statistics

Standard deviation	27.923778
Coefficient of variation (CV)	0.92169035
Kurtosis	-0.95099017
Mean	30.296268
Median Absolute Deviation (MAD)	24.877
Skewness	0.48926737
Sum	8960030.3
Variance	779.73737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.0116	1267	0.4%
81.5165	1220	0.4%
49.8802	1217	0.4%
51.7707	1216	0.4%
53.1112	1206	0.4%
47.8646	1206	0.4%
50.2138	1202	0.4%
50.4951	1194	0.4%
48.6935	1193	0.4%
50.8369	1179	0.4%
Other values (7807)	283647	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0483	1	< 0.1%
0.0485	2	< 0.1%
0.0487	1	< 0.1%
0.0489	1	< 0.1%
0.0496	2	< 0.1%
0.0497	1	< 0.1%
0.05	1	< 0.1%
0.0503	1	< 0.1%
0.0505	4	< 0.1%
0.0507	1	< 0.1%

Value	Count	Frequency (%)
138.2019	1	< 0.1%
122.0913	1	< 0.1%
120.179	2	< 0.1%
118.6302	3	< 0.1%
116.8232	4	< 0.1%
115.3585	7	< 0.1%
113.6483	7	< 0.1%
112.2611	25	< 0.1%
110.6402	55	< 0.1%
109.3244	74	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7704
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.714225

Minimum	0.054
Maximum	193.5002
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.054
5-th percentile	0.1226
Q1	2.1511
median	35.3355
Q3	55.0846
95-th percentile	82.883
Maximum	193.5002
Range	193.4462
Interquartile range (IQR)	52.9335

Descriptive statistics

Standard deviation	28.421584
Coefficient of variation (CV)	0.8430146
Kurtosis	-1.0836415
Mean	33.714225
Median Absolute Deviation (MAD)	26.4465
Skewness	0.29014119
Sum	9970880.9
Variance	807.78643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.7898	1491	0.5%
53.0601	1435	0.5%
51.1767	1425	0.5%
51.4536	1412	0.5%
53.7185	1395	0.5%
52.0732	1389	0.5%
50.8483	1388	0.5%
53.3574	1376	0.5%
49.9924	1357	0.5%
54.7053	1356	0.5%
Other values (7694)	281723	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.054	1	< 0.1%
0.0543	1	< 0.1%
0.0544	1	< 0.1%
0.0547	2	< 0.1%
0.0552	1	< 0.1%
0.0556	1	< 0.1%
0.0558	1	< 0.1%
0.0562	1	< 0.1%
0.0563	2	< 0.1%
0.0564	4	< 0.1%

Value	Count	Frequency (%)
193.5002	1	< 0.1%
137.0008	1	< 0.1%
125.3547	1	< 0.1%
118.6246	1	< 0.1%
116.9118	1	< 0.1%
115.5214	4	< 0.1%
113.8957	10	< 0.1%
112.5752	26	< 0.1%
111.0301	30	< 0.1%
109.7743	62	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6196
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.70001

Minimum	0.0331
Maximum	112.891
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0331
5-th percentile	0.0998
Q1	12.47
median	28.3556
Q3	43.5025
95-th percentile	65.0072
Maximum	112.891
Range	112.8579
Interquartile range (IQR)	31.0325

Descriptive statistics

Standard deviation	21.084326
Coefficient of variation (CV)	0.73464524
Kurtosis	-0.78983468
Mean	28.70001
Median Absolute Deviation (MAD)	15.4071
Skewness	0.18716603
Sum	8487941.9
Variance	444.54879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.5445	1075	0.4%
51.311	1074	0.4%
54.073	1070	0.4%
47.9632	1060	0.4%
55.988	1051	0.4%
49.415	1048	0.4%
56.4158	1048	0.4%
53.3555	1044	0.4%
53.0355	1040	0.4%
51.6712	1035	0.3%
Other values (6186)	285202	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0331	1	< 0.1%
0.0336	1	< 0.1%
0.0337	1	< 0.1%
0.0339	1	< 0.1%
0.0343	2	< 0.1%
0.0344	1	< 0.1%
0.0345	1	< 0.1%
0.0346	1	< 0.1%
0.0347	3	< 0.1%
0.0348	1	< 0.1%

Value	Count	Frequency (%)
112.891	1	< 0.1%
100.3018	2	< 0.1%
97.8971	2	< 0.1%
95.604	3	< 0.1%
94.5965	7	< 0.1%
93.4149	4	< 0.1%
92.4523	13	< 0.1%
91.3229	11	< 0.1%
90.4024	12	< 0.1%
89.3217	22	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6175
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.435529

Minimum	0.0293
Maximum	102.6635
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0293
5-th percentile	0.0967
Q1	8.4984
median	22.6925
Q3	37.6116
95-th percentile	59.6029
Maximum	102.6635
Range	102.6342
Interquartile range (IQR)	29.1132

Descriptive statistics

Standard deviation	19.233828
Coefficient of variation (CV)	0.7871255
Kurtosis	-0.70284059
Mean	24.435529
Median Absolute Deviation (MAD)	14.7628
Skewness	0.40196047
Sum	7226734.5
Variance	369.94015
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0973	2983	1.0%
0.0972	2943	1.0%
0.0975	2871	1.0%
0.097	2809	0.9%
0.0971	2802	0.9%
0.0976	2752	0.9%
0.0977	2680	0.9%
0.0968	2522	0.9%
0.0978	2429	0.8%
0.0967	2186	0.7%
Other values (6165)	268770	90.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0293	1	< 0.1%
0.0294	2	< 0.1%
0.0296	1	< 0.1%
0.0297	2	< 0.1%
0.0298	1	< 0.1%
0.0299	1	< 0.1%
0.03	6	< 0.1%
0.0301	6	< 0.1%
0.0302	1	< 0.1%
0.0303	4	< 0.1%

Value	Count	Frequency (%)
102.6635	1	< 0.1%
101.3208	1	< 0.1%
96.6819	1	< 0.1%
89.5884	1	< 0.1%
86.7382	2	< 0.1%
84.2149	1	< 0.1%
83.3057	2	< 0.1%
80.9734	1	< 0.1%
80.1318	3	< 0.1%
78.6328	4	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6409
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.548408

Minimum	0.0369
Maximum	107.3251
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0369
5-th percentile	0.1184
Q1	7.8022
median	24.2008
Q3	41.609
95-th percentile	65.0981
Maximum	107.3251
Range	107.2882
Interquartile range (IQR)	33.8068

Descriptive statistics

Standard deviation	21.300897
Coefficient of variation (CV)	0.80234178
Kurtosis	-0.75745362
Mean	26.548408
Median Absolute Deviation (MAD)	17.2257
Skewness	0.41946726
Sum	7851612.1
Variance	453.72822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1204	1845	0.6%
0.1201	1814	0.6%
0.1202	1806	0.6%
0.1198	1749	0.6%
0.1199	1719	0.6%
0.1197	1715	0.6%
0.1205	1693	0.6%
0.1195	1575	0.5%
0.1206	1542	0.5%
0.1209	1482	0.5%
Other values (6399)	278807	94.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0369	1	< 0.1%
0.0378	2	< 0.1%
0.0379	1	< 0.1%
0.038	2	< 0.1%
0.0381	1	< 0.1%
0.0384	1	< 0.1%
0.0385	2	< 0.1%
0.0386	1	< 0.1%
0.0387	2	< 0.1%
0.039	2	< 0.1%

Value	Count	Frequency (%)
107.3251	2	< 0.1%
100.0304	1	< 0.1%
96.6431	1	< 0.1%
94.5698	2	< 0.1%
93.6563	1	< 0.1%
92.5828	2	< 0.1%
91.7066	3	< 0.1%
90.6767	5	< 0.1%
89.8357	10	< 0.1%
88.8467	20	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6229
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.611492

Minimum	0.031
Maximum	93.9401
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.031
5-th percentile	0.1081
Q1	10.76265
median	28.1102
Q3	44.1024
95-th percentile	65.8307
Maximum	93.9401
Range	93.9091
Interquartile range (IQR)	33.33975

Descriptive statistics

Standard deviation	21.400263
Coefficient of variation (CV)	0.74796039
Kurtosis	-0.83519291
Mean	28.611492
Median Absolute Deviation (MAD)	16.16
Skewness	0.22314558
Sum	8461763
Variance	457.97126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.109	2640	0.9%
0.1088	2593	0.9%
0.1085	2567	0.9%
0.1086	2563	0.9%
0.1089	2533	0.9%
0.1084	2407	0.8%
0.1092	2255	0.8%
0.1082	2133	0.7%
0.1093	1958	0.7%
0.1081	1774	0.6%
Other values (6219)	272324	92.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.031	1	< 0.1%
0.0313	1	< 0.1%
0.0316	1	< 0.1%
0.0317	1	< 0.1%
0.0319	1	< 0.1%
0.032	2	< 0.1%
0.0321	1	< 0.1%
0.0323	3	< 0.1%
0.0324	1	< 0.1%
0.0325	6	< 0.1%

Value	Count	Frequency (%)
93.9401	1	< 0.1%
92.8633	1	< 0.1%
91.9845	6	< 0.1%
90.9514	10	< 0.1%
90.1079	12	< 0.1%
89.1159	26	< 0.1%
88.3056	20	< 0.1%
87.3522	35	< 0.1%
86.5731	42	< 0.1%
85.6562	58	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6251
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.815306

Minimum	0.0336
Maximum	116.3399
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0336
5-th percentile	0.1076
Q1	9.9752
median	27.0806
Q3	41.4176
95-th percentile	58.4435
Maximum	116.3399
Range	116.3063
Interquartile range (IQR)	31.4424

Descriptive statistics

Standard deviation	19.640626
Coefficient of variation (CV)	0.73244086
Kurtosis	-0.84129124
Mean	26.815306
Median Absolute Deviation (MAD)	14.9607
Skewness	0.14114858
Sum	7930546.2
Variance	385.75417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.109	1272	0.4%
0.1088	1256	0.4%
0.1091	1244	0.4%
0.1087	1225	0.4%
0.1093	1219	0.4%
0.1094	1139	0.4%
0.1086	1113	0.4%
0.1095	1106	0.4%
0.1084	1097	0.4%
0.1101	1077	0.4%
Other values (6241)	283999	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0336	2	< 0.1%
0.0337	1	< 0.1%
0.034	3	< 0.1%
0.0341	1	< 0.1%
0.0342	5	< 0.1%
0.0343	1	< 0.1%
0.0344	1	< 0.1%
0.0346	5	< 0.1%
0.0347	3	< 0.1%
0.0348	1	< 0.1%

Value	Count	Frequency (%)
116.3399	1	< 0.1%
90.2894	4	< 0.1%
89.2954	4	< 0.1%
88.4834	9	< 0.1%
87.5281	13	< 0.1%
86.7475	16	< 0.1%
85.8287	27	< 0.1%
85.0777	21	< 0.1%
84.1934	30	< 0.1%
83.4702	43	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6376
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.71304

Minimum	0.0337
Maximum	80.2041
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0337
5-th percentile	0.1014
Q1	8.0386
median	22.5342
Q3	36.8913
95-th percentile	55.8946
Maximum	80.2041
Range	80.1704
Interquartile range (IQR)	28.8527

Descriptive statistics

Standard deviation	18.320066
Coefficient of variation (CV)	0.7725735
Kurtosis	-0.73019722
Mean	23.71304
Median Absolute Deviation (MAD)	14.3571
Skewness	0.33667113
Sum	7013060.3
Variance	335.62481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1031	1208	0.4%
0.1034	1169	0.4%
0.1032	1158	0.4%
0.103	1156	0.4%
0.1029	1138	0.4%
0.1027	1106	0.4%
0.1035	1105	0.4%
0.1026	1071	0.4%
0.1039	1065	0.4%
0.1037	1064	0.4%
Other values (6366)	284507	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0337	1	< 0.1%
0.0338	1	< 0.1%
0.0339	1	< 0.1%
0.0342	1	< 0.1%
0.0343	1	< 0.1%
0.0346	2	< 0.1%
0.0348	2	< 0.1%
0.0349	3	< 0.1%
0.035	2	< 0.1%
0.0351	1	< 0.1%

Value	Count	Frequency (%)
80.2041	1	< 0.1%
79.5397	2	< 0.1%
78.7567	4	< 0.1%
78.1157	4	< 0.1%
77.3599	9	< 0.1%
76.7411	9	< 0.1%
76.0113	16	< 0.1%
75.4135	11	< 0.1%
74.7083	29	< 0.1%
74.1305	40	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6229
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.482101

Minimum	0.0318
Maximum	90.595
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0318
5-th percentile	0.1071
Q1	9.8574
median	27.5851
Q3	46.2684
95-th percentile	70.0976
Maximum	90.595
Range	90.5632
Interquartile range (IQR)	36.411

Descriptive statistics

Standard deviation	22.839372
Coefficient of variation (CV)	0.77468603
Kurtosis	-0.91852466
Mean	29.482101
Median Absolute Deviation (MAD)	18.411
Skewness	0.29762062
Sum	8719242.9
Variance	521.63691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1078	2449	0.8%
0.1079	2391	0.8%
0.1077	2365	0.8%
0.1075	2359	0.8%
0.1083	2359	0.8%
0.1082	2352	0.8%
0.108	2301	0.8%
0.1084	2192	0.7%
0.1074	2115	0.7%
0.1072	1966	0.7%
Other values (6219)	272898	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0318	2	< 0.1%
0.0322	3	< 0.1%
0.0324	1	< 0.1%
0.0325	1	< 0.1%
0.0326	1	< 0.1%
0.0327	2	< 0.1%
0.0328	5	< 0.1%
0.0329	4	< 0.1%
0.033	6	< 0.1%
0.0333	2	< 0.1%

Value	Count	Frequency (%)
90.595	1	< 0.1%
88.7468	1	< 0.1%
87.7697	4	< 0.1%
86.9716	5	< 0.1%
86.0327	14	< 0.1%
85.2654	29	< 0.1%
84.3623	45	< 0.1%
83.6241	51	< 0.1%
82.7549	100	< 0.1%
82.0441	148	0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	51.0811	26.1138	244.9963	0.8985	0.0964	0.1545	0.1338	0.1133	0.0607	0.0777	0.1212	0.1114	0.0996	0.1224	0.1115	0.0611	0.1086	0.1163
1	0.308	48.1400	26.0600	242.7754	0.8990	0.2002	0.5736	0.9409	0.7380	1.1338	1.3151	1.8548	1.0021	1.0412	1.4559	2.6750	4.3962	5.9898	7.5249
2	0.617	48.1400	26.0600	242.2325	0.2112	2.1270	5.3504	8.7772	6.5169	9.0974	10.1695	13.4438	23.6027	19.1506	24.2008	31.8009	37.1276	37.6952	46.7759
3	0.925	48.1400	26.0600	241.6913	0.2070	11.4354	24.2832	37.1162	24.2122	37.4140	34.0052	43.4365	58.4235	49.0530	67.0980	63.9090	64.9864	56.2919	66.8445
4	1.235	48.1400	26.0600	241.1619	0.2047	33.6595	54.4606	67.0980	41.4185	63.0524	65.9463	75.7201	81.3692	56.3775	70.3356	67.8697	76.8610	65.2340	75.5478
5	1.542	48.1400	26.0600	241.0483	0.2026	58.0787	78.3034	83.7703	48.7432	86.6603	84.8448	81.3453	72.6381	62.7811	80.6932	76.1033	73.7047	62.8292	73.0008
6	1.852	48.1400	26.0600	240.9336	0.2014	71.9176	82.0040	88.0388	50.7364	84.9922	86.6118	87.8609	83.0300	60.4667	72.6707	70.0370	74.9592	64.7036	73.6785
7	2.161	48.1400	26.0600	240.8193	0.2002	72.5638	82.0040	89.8357	51.8271	91.0430	83.9107	82.8830	68.2983	62.7811	72.1267	76.1033	68.0064	61.5319	71.7899
8	2.471	48.1400	26.0600	240.8513	0.2000	77.6770	80.5097	80.6932	49.0940	79.5571	76.2102	82.0372	73.2341	62.2706	70.3356	67.3014	68.4882	62.4181	73.6785
9	2.781	48.1400	26.0600	240.9208	0.2008	67.0368	75.6194	79.2369	37.2375	71.2444	72.2262	71.9810	66.0689	63.7388	69.2228	81.7570	64.0377	60.6701	71.7899

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295737	90906.805	61.67	25.74	0.4031	0.2000	25.5357	19.5232	35.1150	25.2306	42.4121	41.5264	43.8803	65.5821	62.2706	64.6599	62.4980	55.0929	48.9146	72.4454
295738	90907.112	61.67	25.74	0.1077	0.1992	22.6845	15.1362	32.5693	25.8722	43.7002	41.9549	43.6371	63.5216	60.0710	64.1416	66.8349	55.7972	48.1178	68.3837
295739	90907.422	61.67	25.74	0.0000	0.2000	18.9799	11.4013	27.5567	24.8820	41.3760	40.0738	43.1980	68.2983	61.8514	61.9071	61.6173	54.0991	49.7900	70.0976
295740	90907.730	61.67	25.74	0.0000	0.2006	16.2418	8.5809	24.0606	25.0551	41.9991	42.1526	42.7675	61.5850	60.0710	64.1416	65.2954	56.5195	47.5846	66.8445
295741	90908.039	61.67	25.74	0.0000	0.1998	13.2326	6.4770	20.4200	24.7112	40.4227	39.1250	43.4365	68.9323	60.0710	59.7462	60.3791	56.9212	48.6628	68.9791
295742	90908.346	61.67	25.74	0.0000	0.2000	10.9436	4.9538	17.2555	23.9772	41.3760	39.1250	41.9312	59.7614	58.7630	62.3092	60.3791	54.7785	45.7841	67.8952
295743	90908.655	61.67	25.74	0.0000	0.2000	8.8732	3.8830	14.5711	24.4668	41.3760	37.8295	40.9475	63.9786	56.3775	63.2123	65.8307	54.0991	46.5522	65.2822
295744	90908.965	61.67	25.74	0.0000	0.1997	7.2381	3.1234	11.8973	23.5061	39.4783	35.9923	32.3678	60.1664	57.5820	61.0401	59.1160	53.4361	46.7830	68.3837
295745	90909.273	61.67	25.74	0.0000	0.1995	5.9284	2.5713	9.9662	23.8181	41.5938	34.8888	39.6036	60.6597	57.1512	63.2123	62.0947	53.7355	45.7841	64.8363
295746	90909.582	61.67	25.74	0.0000	0.2000	4.8808	2.1707	8.1886	22.9051	38.6076	33.1642	39.9739	61.0769	55.6241	59.7462	58.3260	44.3973	45.5628	65.2822

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample